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Image-to-Image (I2I) translation is a heated topic in academia, and it also has been applied in real-world industry for tasks like image synthesis, super-resolution, and colorization.
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Multiscale structural similarity for image quality assessment
Zhou Wang, Eero P Simoncelli, and Alan C Bovik · 2003
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Generative adversarial nets. in advances in neural information processing systems
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Very deep convolutional networks for large-scale image recognition
Karen Simonyan and Andrew Zisserman · 2014
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A unified approach to transfer learning of deep neural networks with applications to speaker adaptation in automatic speech recognition
Zhen Huang, Sabato Marco Siniscalchi, and Chin-Hui Lee · 2016
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Invertible conditional gans for image editing
Guim Perarnau, Joost Van De Weijer, Bogdan Raducanu, and Jose M Álvarez · 2016
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Transfer learning with partial observability applied to cervical cancer screening
Kelwin Fernandes, Jaime S Cardoso, and Jessica Fernandes · 2017
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Gans trained by a two time-scale update rule converge to a local nash equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
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Discriminative transfer learning with sparsity regularization for single-sample face recognition
Junlin Hu · 2017
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Arbitrary style transfer in real-time with adaptive instance normalization
Xun Huang and Serge Belongie · 2017
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Image-to-image translation with conditional adversarial networks
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A Efros · 2017
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Precise recovery of latent vectors from generative adversarial networks
Zachary C Lipton and Subarna Tripathi · 2017
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Unsupervised image-to-image translation networks
Ming-Yu Liu, Thomas Breuel, and Jan Kautz · 2017
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Learning inverse mapping by autoencoder based generative adversarial nets
Junyu Luo, Yong Xu, Chenwei Tang, and Jiancheng Lv · 2017
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Mutual alignment transfer learning
Markus Wulfmeier, Ingmar Posner, and Pieter Abbeel · 2017
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Real-time user-guided image colorization with learned deep priors
Richard Zhang, Jun-Yan Zhu, Phillip Isola, Xinyang Geng, Angela S Lin, Tianhe Yu, and Alexei A Efros · 2017
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Unpaired image-to-image translation using cycle-consistent adversarial networks
Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A Efros · 2017
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Toward multimodal image-to-image translation
Jun-Yan Zhu, Richard Zhang, Deepak Pathak, Trevor Darrell, Alexei A Efros, Oliver Wang, and Eli Shechtman · 2017
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Transfer learning on fused multiparametric mr images for classifying histopathological subtypes of rhabdomyosarcoma
Imon Banerjee, Alexis Crawley, Mythili Bhethanabotla, Heike E Daldrup-Link, and Daniel L Rubin · 2018
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Large scale gan training for high fidelity natural image synthesis
Andrew Brock, Jeff Donahue, and Karen Simonyan · 2018
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Inverting the generator of a generative adversarial network
Antonia Creswell and Anil Anthony Bharath · 2018
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Image-to-image translation for cross-domain disentanglement
Abel Gonzalez-Garcia, Joost van de Weijer, and Yoshua Bengio · 2018
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Multimodal unsupervised image-to-image translation
Xun Huang, Ming-Yu Liu, Serge Belongie, and Jan Kautz · 2018
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Diverse image-to-image translation via disentangled representations
Hsin-Ying Lee, Hung-Yu Tseng, Jia-Bin Huang, Maneesh Singh, and Ming-Hsuan Yang · 2018
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Diverse image-to-image translation via disentangled representations
Drit++: Diverse image-to-image translation via disentangled representations
Hsin-Ying Lee, Hung-Yu Tseng, Qi Mao, Jia-Bin Huang, Yu-Ding Lu, Maneesh Singh, and Ming-Hsuan Yang · 2019
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Pcgan: Partition-controlled human image generation
Dong Liang, Rui Wang, Xiaowei Tian, and Cong Zou · 2019
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Smit: Stochastic multi-label image-to-image translation
Andrés Romero, Pablo Arbeláez, Luc Van Gool, and Radu Timofte · 2019
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Example-guided style-consistent image synthesis from semantic labeling
Miao Wang, Guo-Ye Yang, Ruilong Li, Run-Ze Liang, Song-Hai Zhang, Peter M Hall, and Shi-Min Hu · 2019
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Instance-based deep transfer learning
Tianyang Wang, Jun Huan, and Michelle Zhu · 2019
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PI-REC: progressive image reconstruction network with edge and color domain
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Hsin-Ying Lee, Hung-Yu Tseng, Jia-Bin Huang, Maneesh Singh, and Ming-Hsuan Yang · 2018
Cited alongside, same era.
Invertibility of convolutional generative networks from partial measurements
Fangchang Ma, Ulas Ayaz, and Sertac Karaman · 2018
Cited alongside, same era.
Exemplar guided unsupervised image-to-image translation
Liqian Ma, Xu Jia, Stamatios Georgoulis, Tinne Tuytelaars, and Luc Van Gool · 2018
Cited alongside, same era.
Highly accurate machine fault diagnosis using deep transfer learning
Siyu Shao, Stephen McAleer, Ruqiang Yan, and Pierre Baldi · 2018
Cited alongside, same era.
Deep transfer learning for crop yield prediction with remote sensing data
Anna X Wang, Caelin Tran, Nikhil Desai, David Lobell, and Stefano Ermon · 2018
Cited alongside, same era.
Dual transfer learning for neural machine translation with marginal distribution regularization
Yijun Wang, Yingce Xia, Li Zhao, Jiang Bian, Tao Qin, Guiquan Liu, and Tie-Yan Liu · 2018
Cited alongside, same era.
The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A Efros, Eli Shechtman, and Oliver Wang · 2018
Cited alongside, same era.
Sheng You, Ning You, and Minxue Pan · 2019
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Progressive pose attention transfer for person image generation
Zhen Zhu, Tengteng Huang, Baoguang Shi, Miao Yu, Bofei Wang, and Xiang Bai · 2019
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Image2stylegan++: How to edit the embedded images?
Rameen Abdal, Yipeng Qin, and Peter Wonka · 2020
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Image processing using multi-code gan prior
Jinjin Gu, Yujun Shen, and Bolei Zhou · 2020
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Semantic example guided image-to-imagetranslation
Jialu Huang, Jing Liao, and Sam Kwong · 2020
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Multi-density sketch-to-image translation network
Jialu Huang, Jing Liao, Zhifeng Tan, and Sam Kwong · 2020
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Freeze discriminator: A simple baseline for fine-tuning gans
Sangwoo Mo, Minsu Cho, and Jinwoo Shin · 2020
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Resolution dependant gan interpolation for controllable image synthesis between domains
Justin NM Pinkney and Doron Adler · 2020
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Emerging disentanglement in auto-encoder based unsupervised image content transfer
Ori Press, Tomer Galanti, Sagie Benaim, and Lior Wolf · 2020
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Encoding in style: a stylegan encoder for image-to-image translation
Elad Richardson, Yuval Alaluf, Or Patashnik, Yotam Nitzan, Yaniv Azar, Stav Shapiro, and Daniel Cohen-Or · 2020
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Xgan: Unsupervised image-to-image translation for many-to-many mappings
Amélie Royer, Konstantinos Bousmalis, Stephan Gouws, Fred Bertsch, Inbar Mosseri, Forrester Cole, and Kevin Murphy · 2020
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Closed-form factorization of latent semantics in gans
Yujun Shen and Bolei Zhou · 2020
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Transfer learning via l1 regularization
Masaaki Takada and Hironori Fujisawa · 2020
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In-domain gan inversion for real image editing
Jiapeng Zhu, Yujun Shen, Deli Zhao, and Bolei Zhou · 2020
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